Manufacturing Operations Professional for AI Work Review

Use your hands-on manufacturing expertise to evaluate AI-generated work in your field. You will review a complete attempt at a realistic job task, including the original task, the AI agent''s approach, produced files, and an AI grader''s completed scorecard. This is a review role, not a production role, so you will not perform or redo the underlying task.

• Assess whether each task reflects realistic work performed in the applicable manufacturing role, and classify it as realistic, borderline, or contrived.
• Check domain accuracy, including standards, figures, regulations, constraints, and internal consistency, and identify subtle practitioner-level errors.
• Review the grader''s eleven yes-or-no assessments, including format, fabricated figures, requirement fulfillment, terminology, and related criteria. Document where you disagree and explain why.
• Independently assign a quality band based on whether a practitioner could use or accept the work, then compare your assessment with the reported score.
• Write a brief rationale for every judgment and use spreadsheets or PDFs to verify that figures reconcile.

Apply for the role that matches your professional background:

• Buyers and Purchasing Agents: 5+ years placing purchase orders and negotiating with suppliers for whom you held accountability.
• First-Line Supervisors of Production and Operating Workers: 5+ years running a shift or production line, with responsibility for schedules and personnel.
• Mechanical Engineers: 4+ years designing parts or systems that were built. Professional Engineer licensure is a plus.
• Industrial Engineers: 3+ years conducting capacity, throughput, layout, or time studies that changed plant operations.
• Shipping, Receiving and Inventory Clerks: 4+ years responsible for receiving, cycle counts, and inventory accuracy in a warehouse or plant.

Strong candidates have practical, on-the-floor manufacturing judgment, such as experience with root-cause investigations, PPAPs, first-article inspections, cycle-count variances, or correcting inaccurate method sheets with operators. Candidates whose experience is limited to planning software or engineering simulations are less aligned with this work. Near-native business English and confidence reviewing spreadsheets and PDFs are required.

• Remote, hourly engagement.
• Allow approximately one hour to review each item.

$55 to $65 per hour.